{"id":"W4390884364","doi":"10.1002/acr2.11646","title":"<scp>Real‐World</scp> Treatment and Care Patterns in Patients With Rheumatoid Arthritis Initiating <scp>First‐Line</scp> Tumor Necrosis Factor Inhibitor Therapy in the United States","year":2024,"lang":"en","type":"article","venue":"ACR Open Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AbbVie Canada","keywords":"Medicine; Discontinuation; Rheumatoid arthritis; Internal medicine; TNF inhibitor; Rheumatology; Adalimumab; Physical therapy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003852184,0.000601593,0.001139667,0.0008945576,0.0003062352,0.0005955783,0.0004702526,0.0001534123,0.00005649349],"category_scores_gemma":[0.0003267412,0.0003961809,0.0001017173,0.001107409,0.0003088974,0.0005193825,0.0002315549,0.0006074873,0.0000379377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214748,"about_ca_system_score_gemma":0.0003069532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01724247,"about_ca_topic_score_gemma":0.02537505,"domain_scores_codex":[0.9961876,0.000531011,0.0008908508,0.0008419261,0.0004645736,0.001084006],"domain_scores_gemma":[0.9964249,0.002367037,0.0001863764,0.0005553722,0.0001963641,0.0002699299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001222251,0.0005071079,0.9261436,0.0001770352,0.0002375904,0.000350482,0.05065931,0.00001055243,0.00001361806,0.0003110036,0.0005459305,0.02092157],"study_design_scores_gemma":[0.03001625,0.006905747,0.8680063,0.007107098,0.00001187694,0.0004693711,0.04889786,0.0005424299,0.0009052763,0.0004998828,0.0363082,0.0003296582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986701,0.009066484,0.00000926313,0.0005559682,0.0001623732,0.002711162,0.000323,0.000113995,0.0003567436],"genre_scores_gemma":[0.8756676,0.1223056,0.00009041578,0.0002622801,0.00001461915,0.0007141134,0.0007967199,0.0001010656,0.0000476343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1132391,"threshold_uncertainty_score":0.999849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197752940519069,"score_gpt":0.2829553664184279,"score_spread":0.263180072366521,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}